Built for the Industries That Build the World.
From energy and utilities to financial services, healthcare, and manufacturing — we bring deep domain expertise to the enterprises that power critical infrastructure and drive the global economy.
Energy & Natural Resources
Grid modernization, renewable integration, asset optimization, and the regulatory complexity that comes with operating critical infrastructure. We work with utilities, oil and gas operators, and energy companies navigating the intersection of legacy operations and digital transformation.
Financial Services
Risk modeling, compliance automation, portfolio analytics, and the data infrastructure that underpins modern financial operations. We work with banks, insurance carriers, asset managers, and private equity firms where accuracy is non-negotiable and regulatory scrutiny is constant.
Healthcare
Clinical workflow optimization, interoperability, patient data governance, and the compliance frameworks that define what’s possible. We work with health systems, payers, and life sciences organizations where the stakes are measured in outcomes, not just efficiency.
Manufacturing
Supply chain intelligence, predictive maintenance, production optimization, and the integration challenges of connecting shop floor systems to enterprise platforms. We work with discrete and process manufacturers modernizing operations without disrupting production.
Media & Communications
Content operations, audience intelligence, subscriber platform architecture, and the technology infrastructure that powers modern media businesses. We work with publishers, broadcasters, and telcos adapting to consumption patterns that change faster than most organizations can respond.
Technology
Platform scaling, developer infrastructure, product architecture, and the engineering discipline that separates companies that ship from companies that struggle. We work with SaaS companies, enterprise software firms, and PE-backed technology platforms where engineering velocity is the business.
Beyond sectors
Deep expertise. Transferable discipline.
The industries listed above represent where we've built the deepest operational knowledge. But the capabilities that define our work — data architecture, platform engineering, AI transformation, systems integration — are fundamentally transferable. We learn industries quickly because we understand systems deeply. When a challenge is new, our approach isn't: we assess with rigor, build with discipline, and deliver with the same standard regardless of the domain.
Your Industry. Our Expertise.
Every engagement starts with understanding your business — the regulatory landscape, the competitive dynamics, and the operational reality. Let's talk about what transformation looks like in your world.
FAQs
Common questions about how we work, what we build, and what it takes to move from experimenting with AI to operating with it.
It means going beyond buying AI tools. AI transformation is about redesigning how your organization works — restructuring workflows, redefining roles, deploying agents and custom models, and building the governance infrastructure to manage it all at enterprise scale.
Using ChatGPT or Copilot is a starting point, not a strategy. A transformation partner helps you move from ad hoc AI usage to systematic integration — purpose-built agents embedded in your workflows, custom models trained on your data, and governance frameworks that make it all enterprise-safe.
Agents handle specific tasks — analyzing data, routing requests, generating reports. Infrastructure is everything that keeps those agents reliable, compliant, and maintainable: monitoring, audit trails, access controls, model versioning, and the orchestration layer that ties them together.
Governance is built into every engagement from day one. We design audit trails, access controls, data handling policies, and compliance frameworks tailored to your industry — whether that’s SOX, HIPAA, SOC 2, or internal enterprise standards.
We work primarily with technology companies, large enterprises, and PE/VC-backed portfolio companies across finance, healthcare, telecommunications, manufacturing, and professional services. Our approach adapts to any regulated or complex enterprise environment.
It depends on scope. A focused agent deployment can take 4–8 weeks. A full workflow redesign with custom model development and governance infrastructure is typically a 3–6 month engagement. We scope every project during the Visualize phase before committing to timelines.
Both. For many use cases, fine-tuned versions of leading foundation models deliver excellent results. For enterprises with proprietary data and domain-specific requirements, we develop fully custom models. We recommend the right approach based on your data, use case, and cost considerations.
We integrate with your team, not replace them. Our engagements are designed to build internal capability — we work alongside your engineers, transfer knowledge throughout the process, and leave your team equipped to maintain and evolve the systems we build together.
Visualize: we map your current operations, identify AI opportunities, and design the target state. Realize: we build and deploy agents, models, and infrastructure. Optimize: we monitor performance, refine workflows, and scale what’s working. Each phase has clear deliverables and decision points.
Schedule a consultation. We’ll discuss where your organization stands today, where you want to go, and whether Mashbot is the right partner to get you there. No pitch decks — just a conversation about your business.
Still have questions?
Tell us what you're working on. We'll tell you if we can help.